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Francesco Di Giovanni

University of Cambridge

Relaxed Equivariance via Multitask Learning

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Oct 23, 2024
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Metric Flow Matching for Smooth Interpolations on the Data Manifold

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May 23, 2024
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Advancing Graph Convolutional Networks via General Spectral Wavelets

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May 22, 2024
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Understanding Virtual Nodes: Oversmoothing, Oversquashing, and Node Heterogeneity

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May 22, 2024
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Can strong structural encoding reduce the importance of Message Passing?

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Oct 22, 2023
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Locality-Aware Graph-Rewiring in GNNs

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Oct 02, 2023
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How does over-squashing affect the power of GNNs?

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Jun 06, 2023
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DRew: Dynamically Rewired Message Passing with Delay

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May 18, 2023
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Edge Directionality Improves Learning on Heterophilic Graphs

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May 17, 2023
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On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology

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Feb 06, 2023
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